Files
t6_mem0/embedchain/config/vector_db/elasticsearch.py

57 lines
2.7 KiB
Python

import os
from typing import Optional, Union
from embedchain.config.vector_db.base import BaseVectorDbConfig
from embedchain.helpers.json_serializable import register_deserializable
@register_deserializable
class ElasticsearchDBConfig(BaseVectorDbConfig):
def __init__(
self,
collection_name: Optional[str] = None,
dir: Optional[str] = None,
es_url: Union[str, list[str]] = None,
cloud_id: Optional[str] = None,
batch_size: Optional[int] = 100,
**ES_EXTRA_PARAMS: dict[str, any],
):
"""
Initializes a configuration class instance for an Elasticsearch client.
:param collection_name: Default name for the collection, defaults to None
:type collection_name: Optional[str], optional
:param dir: Path to the database directory, where the database is stored, defaults to None
:type dir: Optional[str], optional
:param es_url: elasticsearch url or list of nodes url to be used for connection, defaults to None
:type es_url: Union[str, list[str]], optional
:param cloud_id: cloud id of the elasticsearch cluster, defaults to None
:type cloud_id: Optional[str], optional
:param batch_size: Number of items to insert in one batch, defaults to 100
:type batch_size: Optional[int], optional
:param ES_EXTRA_PARAMS: extra params dict that can be passed to elasticsearch.
:type ES_EXTRA_PARAMS: dict[str, Any], optional
"""
if es_url and cloud_id:
raise ValueError("Only one of `es_url` and `cloud_id` can be set.")
# self, es_url: Union[str, list[str]] = None, **ES_EXTRA_PARAMS: dict[str, any]):
self.ES_URL = es_url or os.environ.get("ELASTICSEARCH_URL")
self.CLOUD_ID = cloud_id or os.environ.get("ELASTICSEARCH_CLOUD_ID")
if not self.ES_URL and not self.CLOUD_ID:
raise AttributeError(
"Elasticsearch needs a URL or CLOUD_ID attribute, "
"this can either be passed to `ElasticsearchDBConfig` or as `ELASTICSEARCH_URL` or `ELASTICSEARCH_CLOUD_ID` in `.env`" # noqa: E501
)
self.ES_EXTRA_PARAMS = ES_EXTRA_PARAMS
# Load API key from .env if it's not explicitly passed.
# Can only set one of 'api_key', 'basic_auth', and 'bearer_auth'
if (
not self.ES_EXTRA_PARAMS.get("api_key")
and not self.ES_EXTRA_PARAMS.get("basic_auth")
and not self.ES_EXTRA_PARAMS.get("bearer_auth")
):
self.ES_EXTRA_PARAMS["api_key"] = os.environ.get("ELASTICSEARCH_API_KEY")
self.batch_size = batch_size
super().__init__(collection_name=collection_name, dir=dir)